Overview

Dataset statistics

Number of variables20
Number of observations338592
Missing cells0
Missing cells (%)0.0%
Duplicate rows309810
Duplicate rows (%)91.5%
Total size in memory51.7 MiB
Average record size in memory160.0 B

Variable types

Numeric18
Categorical2

Warnings

Dataset has 309810 (91.5%) duplicate rows Duplicates
TorokuTosu_y is highly correlated with SyussoTosu_y and 1 other fieldsHigh correlation
SyussoTosu_y is highly correlated with TorokuTosu_y and 1 other fieldsHigh correlation
NyusenTosu is highly correlated with TorokuTosu_y and 1 other fieldsHigh correlation
LapTime2 is highly correlated with LapTime3 and 2 other fieldsHigh correlation
LapTime3 is highly correlated with LapTime2 and 2 other fieldsHigh correlation
LapTime4 is highly correlated with LapTime2 and 2 other fieldsHigh correlation
LapTime5 is highly correlated with LapTime2 and 2 other fieldsHigh correlation
FukasyokinBefore3 is highly skewed (γ1 = 30.93317254) Skewed
FukasyokinBefore3 has 338094 (99.9%) zeros Zeros
HassoTimeBefore has 305443 (90.2%) zeros Zeros
LapTime1 has 11858 (3.5%) zeros Zeros
LapTime2 has 11858 (3.5%) zeros Zeros
LapTime3 has 11858 (3.5%) zeros Zeros
LapTime4 has 11858 (3.5%) zeros Zeros
LapTime5 has 11858 (3.5%) zeros Zeros
LapTime6 has 18294 (5.4%) zeros Zeros
LapTime7 has 89168 (26.3%) zeros Zeros
LapTime8 has 147752 (43.6%) zeros Zeros
LapTime9 has 191948 (56.7%) zeros Zeros
LapTime10 has 283505 (83.7%) zeros Zeros
LapTime11 has 316982 (93.6%) zeros Zeros

Reproduction

Analysis started2021-04-07 13:04:53.007083
Analysis finished2021-04-07 13:06:53.274881
Duration2 minutes and 0.27 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

FukasyokinBefore3
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct31
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8742675551
Minimum0
Maximum1320
Zeros338094
Zeros (%)99.9%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1320
Range1320
Interquartile range (IQR)0

Descriptive statistics

Standard deviation24.08601076
Coefficient of variation (CV)27.54993093
Kurtosis1071.744527
Mean0.8742675551
Median Absolute Deviation (MAD)0
Skewness30.93317254
Sum296020
Variance580.1359142
MonotocityNot monotonic
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%)
0338094
99.9%
53035
 
< 0.1%
47029
 
< 0.1%
87029
 
< 0.1%
49028
 
< 0.1%
52027
 
< 0.1%
48026
 
< 0.1%
84024
 
< 0.1%
41021
 
< 0.1%
51020
 
< 0.1%
Other values (21)259
 
0.1%
ValueCountFrequency (%)
0338094
99.9%
2605
 
< 0.1%
3109
 
< 0.1%
32017
 
< 0.1%
37010
 
< 0.1%
ValueCountFrequency (%)
132012
< 0.1%
92014
< 0.1%
90016
< 0.1%
87029
< 0.1%
84024
< 0.1%

HassoTime
Real number (ℝ≥0)

Distinct118
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1287.000576
Minimum931
Maximum1710
Zeros0
Zeros (%)0.0%
Memory size2.6 MiB

Quantile statistics

Minimum931
5-th percentile1001
Q11110
median1301
Q31450
95-th percentile1610
Maximum1710
Range779
Interquartile range (IQR)340

Descriptive statistics

Standard deviation200.5995257
Coefficient of variation (CV)0.1558659176
Kurtosis-1.198122029
Mean1287.000576
Median Absolute Deviation (MAD)181
Skewness0.0673545988
Sum435768099
Variance40240.16972
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
150110968
 
3.2%
16109730
 
2.9%
14259593
 
2.8%
15359520
 
2.8%
15458082
 
2.4%
13507956
 
2.3%
15107141
 
2.1%
11006821
 
2.0%
10306663
 
2.0%
11306643
 
2.0%
Other values (108)255475
75.5%
ValueCountFrequency (%)
93116
 
< 0.1%
93542
 
< 0.1%
94046
 
< 0.1%
9505686
1.7%
95199
 
< 0.1%
ValueCountFrequency (%)
1710186
0.1%
170561
 
< 0.1%
170122
 
< 0.1%
170043
 
< 0.1%
165412
 
< 0.1%

HassoTimeBefore
Real number (ℝ≥0)

ZEROS

Distinct78
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean134.9531294
Minimum0
Maximum1700
Zeros305443
Zeros (%)90.2%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1500
Maximum1700
Range1700
Interquartile range (IQR)0

Descriptive statistics

Standard deviation414.6873736
Coefficient of variation (CV)3.072825175
Kurtosis6.116091035
Mean134.9531294
Median Absolute Deviation (MAD)0
Skewness2.81531587
Sum45694050
Variance171965.6178
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0305443
90.2%
150011067
 
3.3%
14005235
 
1.5%
10004760
 
1.4%
16004627
 
1.4%
13001301
 
0.4%
1430352
 
0.1%
1620314
 
0.1%
1435274
 
0.1%
1230272
 
0.1%
Other values (68)4947
 
1.5%
ValueCountFrequency (%)
0305443
90.2%
93016
 
< 0.1%
950152
 
< 0.1%
95515
 
< 0.1%
10004760
 
1.4%
ValueCountFrequency (%)
170083
< 0.1%
165012
 
< 0.1%
164014
 
< 0.1%
163013
 
< 0.1%
1625156
< 0.1%

TorokuTosu_y
Real number (ℝ≥0)

HIGH CORRELATION

Distinct14
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.87272588
Minimum5
Maximum18
Zeros0
Zeros (%)0.0%
Memory size2.6 MiB

Quantile statistics

Minimum5
5-th percentile10
Q114
median16
Q316
95-th percentile18
Maximum18
Range13
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.33483742
Coefficient of variation (CV)0.1569878608
Kurtosis0.7537263851
Mean14.87272588
Median Absolute Deviation (MAD)1
Skewness-1.058186962
Sum5035786
Variance5.451465777
MonotocityNot monotonic
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
16147685
43.6%
1839669
 
11.7%
1533655
 
9.9%
1432134
 
9.5%
1321462
 
6.3%
1219336
 
5.7%
1114838
 
4.4%
1010827
 
3.2%
177183
 
2.1%
96865
 
2.0%
Other values (4)4938
 
1.5%
ValueCountFrequency (%)
581
 
< 0.1%
6271
 
0.1%
71058
 
0.3%
83528
1.0%
96865
2.0%
ValueCountFrequency (%)
1839669
 
11.7%
177183
 
2.1%
16147685
43.6%
1533655
 
9.9%
1432134
 
9.5%

SyussoTosu_y
Real number (ℝ≥0)

HIGH CORRELATION

Distinct14
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.82066026
Minimum5
Maximum18
Zeros0
Zeros (%)0.0%
Memory size2.6 MiB

Quantile statistics

Minimum5
5-th percentile10
Q114
median16
Q316
95-th percentile18
Maximum18
Range13
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.339236325
Coefficient of variation (CV)0.1578361749
Kurtosis0.7285753407
Mean14.82066026
Median Absolute Deviation (MAD)1
Skewness-1.040030594
Sum5018157
Variance5.472026584
MonotocityNot monotonic
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
16139647
41.2%
1540158
 
11.9%
1837628
 
11.1%
1432406
 
9.6%
1322229
 
6.6%
1219406
 
5.7%
1115103
 
4.5%
1010971
 
3.2%
178811
 
2.6%
97096
 
2.1%
Other values (4)5137
 
1.5%
ValueCountFrequency (%)
5103
 
< 0.1%
6280
 
0.1%
71123
 
0.3%
83631
1.1%
97096
2.1%
ValueCountFrequency (%)
1837628
 
11.1%
178811
 
2.6%
16139647
41.2%
1540158
 
11.9%
1432406
 
9.6%

NyusenTosu
Real number (ℝ≥0)

HIGH CORRELATION

Distinct15
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.74984938
Minimum4
Maximum18
Zeros0
Zeros (%)0.0%
Memory size2.6 MiB

Quantile statistics

Minimum4
5-th percentile10
Q114
median16
Q316
95-th percentile18
Maximum18
Range14
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.367321536
Coefficient of variation (CV)0.1604980143
Kurtosis0.6144122024
Mean14.74984938
Median Absolute Deviation (MAD)1
Skewness-1.006127218
Sum4994181
Variance5.604211253
MonotocityNot monotonic
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
16133096
39.3%
1544798
 
13.2%
1835757
 
10.6%
1430180
 
8.9%
1323896
 
7.1%
1220171
 
6.0%
1116166
 
4.8%
1011374
 
3.4%
1710203
 
3.0%
97411
 
2.2%
Other values (5)5540
 
1.6%
ValueCountFrequency (%)
46
 
< 0.1%
5102
 
< 0.1%
6324
 
0.1%
71229
 
0.4%
83879
1.1%
ValueCountFrequency (%)
1835757
 
10.6%
1710203
 
3.0%
16133096
39.3%
1544798
 
13.2%
1430180
 
8.9%

TenkoCD
Real number (ℝ≥0)

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.498086192
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size2.6 MiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q32
95-th percentile3
Maximum6
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7711424618
Coefficient of variation (CV)0.5147517318
Kurtosis3.344227819
Mean1.498086192
Median Absolute Deviation (MAD)0
Skewness1.763089212
Sum507240
Variance0.5946606964
MonotocityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
1213850
63.2%
293841
27.7%
318934
 
5.6%
411330
 
3.3%
6401
 
0.1%
5236
 
0.1%
ValueCountFrequency (%)
1213850
63.2%
293841
27.7%
318934
 
5.6%
411330
 
3.3%
5236
 
0.1%
ValueCountFrequency (%)
6401
 
0.1%
5236
 
0.1%
411330
 
3.3%
318934
 
5.6%
293841
27.7%

SibaBabaCD
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size2.6 MiB
0
171253 
1
132060 
2
22290 
3
 
9759
4
 
3230

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters338592
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1
ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%
Histogram of lengths of the category
ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%

Most occurring characters

ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number338592
100.0%

Most frequent character per category

ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%

Most occurring scripts

ValueCountFrequency (%)
Common338592
100.0%

Most frequent character per script

ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII338592
100.0%

Most frequent character per block

ValueCountFrequency (%)
0171253
50.6%
1132060
39.0%
222290
 
6.6%
39759
 
2.9%
43230
 
1.0%

DirtBabaCD
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size2.6 MiB
0
161157 
1
108173 
2
34337 
3
21840 
4
 
13085

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters338592
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0
ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%
Histogram of lengths of the category
ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%

Most occurring characters

ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%

Most occurring categories

ValueCountFrequency (%)
Decimal Number338592
100.0%

Most frequent character per category

ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%

Most occurring scripts

ValueCountFrequency (%)
Common338592
100.0%

Most frequent character per script

ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%

Most occurring blocks

ValueCountFrequency (%)
ASCII338592
100.0%

Most frequent character per block

ValueCountFrequency (%)
0161157
47.6%
1108173
31.9%
234337
 
10.1%
321840
 
6.5%
413085
 
3.9%

LapTime1
Real number (ℝ≥0)

ZEROS

Distinct51
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean116.2495924
Minimum0
Maximum141
Zeros11858
Zeros (%)3.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile69
Q1121
median124
Q3127
95-th percentile130
Maximum141
Range141
Interquartile range (IQR)6

Descriptive statistics

Standard deviation26.6668757
Coefficient of variation (CV)0.2293932834
Kurtosis10.34046514
Mean116.2495924
Median Absolute Deviation (MAD)3
Skewness-3.247487406
Sum39361182
Variance711.1222594
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
12535271
10.4%
12433130
9.8%
12632908
9.7%
12330545
 
9.0%
12728821
 
8.5%
12224800
 
7.3%
12823131
 
6.8%
12917668
 
5.2%
12117441
 
5.2%
12014143
 
4.2%
Other values (41)80734
23.8%
ValueCountFrequency (%)
011858
3.5%
6213
 
< 0.1%
6413
 
< 0.1%
6524
 
< 0.1%
66243
 
0.1%
ValueCountFrequency (%)
1416
 
< 0.1%
14020
 
< 0.1%
13945
 
< 0.1%
13881
< 0.1%
137127
< 0.1%

LapTime2
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct42
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean107.9366967
Minimum0
Maximum146
Zeros11858
Zeros (%)3.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile103
Q1108
median111
Q3115
95-th percentile120
Maximum146
Range146
Interquartile range (IQR)7

Descriptive statistics

Standard deviation21.0872689
Coefficient of variation (CV)0.1953670026
Kurtosis21.06550573
Mean107.9366967
Median Absolute Deviation (MAD)3
Skewness-4.656630823
Sum36546502
Variance444.6729097
MonotocityNot monotonic
Histogram with fixed size bins (bins=42)
ValueCountFrequency (%)
11030663
 
9.1%
11127415
 
8.1%
10927246
 
8.0%
11227032
 
8.0%
11325526
 
7.5%
10824522
 
7.2%
11422545
 
6.7%
11519315
 
5.7%
10718654
 
5.5%
11615392
 
4.5%
Other values (32)100282
29.6%
ValueCountFrequency (%)
011858
3.5%
9816
 
< 0.1%
9974
 
< 0.1%
100390
 
0.1%
101853
 
0.3%
ValueCountFrequency (%)
14613
 
< 0.1%
14012
 
< 0.1%
1377
 
< 0.1%
13549
< 0.1%
13446
< 0.1%

LapTime3
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct52
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean116.0168758
Minimum0
Maximum153
Zeros11858
Zeros (%)3.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile108
Q1115
median118
Q3124
95-th percentile134
Maximum153
Range153
Interquartile range (IQR)9

Descriptive statistics

Standard deviation23.2131882
Coefficient of variation (CV)0.2000845829
Kurtosis18.91514201
Mean116.0168758
Median Absolute Deviation (MAD)5
Skewness-4.294595249
Sum39282386
Variance538.8521064
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
11722351
 
6.6%
11621983
 
6.5%
11820799
 
6.1%
11520654
 
6.1%
11918627
 
5.5%
11418481
 
5.5%
12018038
 
5.3%
11315764
 
4.7%
12114533
 
4.3%
12212913
 
3.8%
Other values (42)154449
45.6%
ValueCountFrequency (%)
011858
3.5%
10351
 
< 0.1%
104188
 
0.1%
105314
 
0.1%
106748
 
0.2%
ValueCountFrequency (%)
15325
< 0.1%
15217
 
< 0.1%
1517
 
< 0.1%
1508
 
< 0.1%
14957
< 0.1%

LapTime4
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct53
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean119.5768122
Minimum0
Maximum152
Zeros11858
Zeros (%)3.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile112
Q1119
median123
Q3128
95-th percentile135
Maximum152
Range152
Interquartile range (IQR)9

Descriptive statistics

Standard deviation23.5962687
Coefficient of variation (CV)0.1973314747
Kurtosis20.13014201
Mean119.5768122
Median Absolute Deviation (MAD)4
Skewness-4.509621752
Sum40487752
Variance556.7838964
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
12222515
 
6.6%
12321325
 
6.3%
12420274
 
6.0%
12120157
 
6.0%
12519957
 
5.9%
12019779
 
5.8%
12618100
 
5.3%
12716349
 
4.8%
11915672
 
4.6%
12815619
 
4.6%
Other values (43)148845
44.0%
ValueCountFrequency (%)
011858
3.5%
10014
 
< 0.1%
10128
 
< 0.1%
1027
 
< 0.1%
10329
 
< 0.1%
ValueCountFrequency (%)
15214
 
< 0.1%
15032
 
< 0.1%
14928
 
< 0.1%
14828
 
< 0.1%
147120
< 0.1%

LapTime5
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct44
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean119.2584054
Minimum0
Maximum149
Zeros11858
Zeros (%)3.5%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile112
Q1119
median123
Q3127
95-th percentile132
Maximum149
Range149
Interquartile range (IQR)8

Descriptive statistics

Standard deviation23.36977089
Coefficient of variation (CV)0.1959591092
Kurtosis20.7726809
Mean119.2584054
Median Absolute Deviation (MAD)4
Skewness-4.617303658
Sum40379942
Variance546.1461914
MonotocityNot monotonic
Histogram with fixed size bins (bins=44)
ValueCountFrequency (%)
12423966
 
7.1%
12523473
 
6.9%
12323167
 
6.8%
12222391
 
6.6%
12621266
 
6.3%
12720659
 
6.1%
12120046
 
5.9%
12018276
 
5.4%
12817831
 
5.3%
12914358
 
4.2%
Other values (34)133159
39.3%
ValueCountFrequency (%)
011858
3.5%
10414
 
< 0.1%
10631
 
< 0.1%
10721
 
< 0.1%
108165
 
< 0.1%
ValueCountFrequency (%)
14912
 
< 0.1%
1478
 
< 0.1%
14530
 
< 0.1%
144123
< 0.1%
143122
< 0.1%

LapTime6
Real number (ℝ≥0)

ZEROS

Distinct48
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean116.9241654
Minimum0
Maximum160
Zeros18294
Zeros (%)5.4%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1119
median123
Q3127
95-th percentile133
Maximum160
Range160
Interquartile range (IQR)8

Descriptive statistics

Standard deviation28.49840387
Coefficient of variation (CV)0.2437340799
Kurtosis12.33103535
Mean116.9241654
Median Absolute Deviation (MAD)4
Skewness-3.69152971
Sum39589587
Variance812.1590231
MonotocityNot monotonic
Histogram with fixed size bins (bins=48)
ValueCountFrequency (%)
12322924
 
6.8%
12522454
 
6.6%
12421834
 
6.4%
12220346
 
6.0%
12620201
 
6.0%
12119560
 
5.8%
12718805
 
5.6%
018294
 
5.4%
12018079
 
5.3%
12817441
 
5.2%
Other values (38)138654
41.0%
ValueCountFrequency (%)
018294
5.4%
10413
 
< 0.1%
10688
 
< 0.1%
10793
 
< 0.1%
108252
 
0.1%
ValueCountFrequency (%)
16010
 
< 0.1%
15018
< 0.1%
1497
 
< 0.1%
14812
< 0.1%
14729
< 0.1%

LapTime7
Real number (ℝ≥0)

ZEROS

Distinct50
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean90.71248582
Minimum0
Maximum152
Zeros89168
Zeros (%)26.3%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median120
Q3126
95-th percentile132
Maximum152
Range152
Interquartile range (IQR)126

Descriptive statistics

Standard deviation54.50078389
Coefficient of variation (CV)0.6008079637
Kurtosis-0.8658872115
Mean90.71248582
Median Absolute Deviation (MAD)7
Skewness-1.042001951
Sum30714522
Variance2970.335445
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
089168
26.3%
12516363
 
4.8%
12415680
 
4.6%
12715192
 
4.5%
12615023
 
4.4%
12314500
 
4.3%
12214352
 
4.2%
12813041
 
3.9%
12113031
 
3.8%
12012263
 
3.6%
Other values (40)119979
35.4%
ValueCountFrequency (%)
089168
26.3%
10111
 
< 0.1%
10221
 
< 0.1%
10351
 
< 0.1%
10421
 
< 0.1%
ValueCountFrequency (%)
1528
 
< 0.1%
15111
 
< 0.1%
14738
< 0.1%
14637
< 0.1%
14553
< 0.1%

LapTime8
Real number (ℝ≥0)

ZEROS

Distinct45
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean68.88634108
Minimum0
Maximum148
Zeros147752
Zeros (%)43.6%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median115
Q3123
95-th percentile130
Maximum148
Range148
Interquartile range (IQR)123

Descriptive statistics

Standard deviation60.7782526
Coefficient of variation (CV)0.8822975882
Kurtosis-1.920379453
Mean68.88634108
Median Absolute Deviation (MAD)14
Skewness-0.2401882339
Sum23324364
Variance3693.995989
MonotocityNot monotonic
Histogram with fixed size bins (bins=45)
ValueCountFrequency (%)
0147752
43.6%
12311919
 
3.5%
12411903
 
3.5%
12111841
 
3.5%
12211671
 
3.4%
12011321
 
3.3%
12511094
 
3.3%
12610714
 
3.2%
11810315
 
3.0%
11910281
 
3.0%
Other values (35)89781
26.5%
ValueCountFrequency (%)
0147752
43.6%
10225
 
< 0.1%
10317
 
< 0.1%
10447
 
< 0.1%
105146
 
< 0.1%
ValueCountFrequency (%)
14814
 
< 0.1%
14711
 
< 0.1%
14325
 
< 0.1%
14215
 
< 0.1%
14188
< 0.1%

LapTime9
Real number (ℝ≥0)

ZEROS

Distinct47
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53.85450926
Minimum0
Maximum150
Zeros191948
Zeros (%)56.7%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3122
95-th percentile133
Maximum150
Range150
Interquartile range (IQR)122

Descriptive statistics

Standard deviation61.79708269
Coefficient of variation (CV)1.14748205
Kurtosis-1.892862014
Mean53.85450926
Median Absolute Deviation (MAD)0
Skewness0.2879725768
Sum18234706
Variance3818.879429
MonotocityNot monotonic
Histogram with fixed size bins (bins=47)
ValueCountFrequency (%)
0191948
56.7%
1187529
 
2.2%
1207127
 
2.1%
1286820
 
2.0%
1256792
 
2.0%
1196766
 
2.0%
1246685
 
2.0%
1276472
 
1.9%
1216466
 
1.9%
1226457
 
1.9%
Other values (37)85530
25.3%
ValueCountFrequency (%)
0191948
56.7%
1038
 
< 0.1%
10535
 
< 0.1%
10662
 
< 0.1%
107113
 
< 0.1%
ValueCountFrequency (%)
15026
 
< 0.1%
14812
 
< 0.1%
14727
 
< 0.1%
14682
< 0.1%
14551
< 0.1%

LapTime10
Real number (ℝ≥0)

ZEROS

Distinct37
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.7001583
Minimum0
Maximum143
Zeros283505
Zeros (%)83.7%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile123
Maximum143
Range143
Interquartile range (IQR)0

Descriptive statistics

Standard deviation44.74496893
Coefficient of variation (CV)2.271299968
Kurtosis1.394757853
Mean19.7001583
Median Absolute Deviation (MAD)0
Skewness1.837580588
Sum6670316
Variance2002.112244
MonotocityNot monotonic
Histogram with fixed size bins (bins=37)
ValueCountFrequency (%)
0283505
83.7%
1204510
 
1.3%
1194112
 
1.2%
1224064
 
1.2%
1213938
 
1.2%
1233754
 
1.1%
1183579
 
1.1%
1173328
 
1.0%
1243282
 
1.0%
1162872
 
0.8%
Other values (27)21648
 
6.4%
ValueCountFrequency (%)
0283505
83.7%
1075
 
< 0.1%
108138
 
< 0.1%
109114
 
< 0.1%
110485
 
0.1%
ValueCountFrequency (%)
14315
 
< 0.1%
14229
< 0.1%
14026
< 0.1%
13962
< 0.1%
13854
< 0.1%

LapTime11
Real number (ℝ≥0)

ZEROS

Distinct40
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.729479728
Minimum0
Maximum142
Zeros316982
Zeros (%)93.6%
Memory size2.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile116
Maximum142
Range142
Interquartile range (IQR)0

Descriptive statistics

Standard deviation29.64295943
Coefficient of variation (CV)3.835052354
Kurtosis10.90039441
Mean7.729479728
Median Absolute Deviation (MAD)0
Skewness3.585343533
Sum2617140
Variance878.7050436
MonotocityNot monotonic
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%)
0316982
93.6%
1211467
 
0.4%
1201465
 
0.4%
1231354
 
0.4%
1181317
 
0.4%
1191282
 
0.4%
1161153
 
0.3%
1171136
 
0.3%
1151084
 
0.3%
1241067
 
0.3%
Other values (30)10285
 
3.0%
ValueCountFrequency (%)
0316982
93.6%
1028
 
< 0.1%
1054
 
< 0.1%
10631
 
< 0.1%
10719
 
< 0.1%
ValueCountFrequency (%)
1429
 
< 0.1%
14115
< 0.1%
14026
< 0.1%
13911
 
< 0.1%
13828
< 0.1%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

FukasyokinBefore3HassoTimeHassoTimeBeforeTorokuTosu_ySyussoTosu_yNyusenTosuTenkoCDSibaBabaCDDirtBabaCDLapTime1LapTime2LapTime3LapTime4LapTime5LapTime6LapTime7LapTime8LapTime9LapTime10LapTime11
001525016161611011810611111311712700000
101535014141411012111111211411312500000
201640099921012110711211511512600000
301525018181811012010511512012012100000
401525016161611011810611111311712700000
501445016161621011910611111711412500000
601445014141411012110811411611412500000
701240016161611012410811211211011700000
801525016161611012310811211611712300000
901310017161611012010511011612312400000

Last rows

FukasyokinBefore3HassoTimeHassoTimeBeforeTorokuTosu_ySyussoTosu_yNyusenTosuTenkoCDSibaBabaCDDirtBabaCDLapTime1LapTime2LapTime3LapTime4LapTime5LapTime6LapTime7LapTime8LapTime9LapTime10LapTime11
33858201415017171711012110411511511811900000
33858301415017171711012110411511511811900000
33858401025017171711012110511011111712100000
3385850124501818181101261121211241211191171171211250
338586013150141414101120105116121122000000
33858701345011111111012110511111511611800000
33858801525012121211012511312011811711811711811500
33858901035017171721012110411211511711900000
3385900113501313132101271121241281261221241221201200
33859101225016161621012811813513112312311912011700

Duplicate rows

Most frequent

FukasyokinBefore3HassoTimeHassoTimeBeforeTorokuTosu_ySyussoTosu_yNyusenTosuTenkoCDSibaBabaCDDirtBabaCDLapTime1LapTime2LapTime3LapTime4LapTime5LapTime6LapTime7LapTime8LapTime9LapTime10LapTime11count
899501140014141411100000000000185
897601140014141311100000000000153
822101130014141411100000000000152
746101120014141411100000000000151
745901120014141411000000000000140
743901120014141311100000000000127
82140113001414141100000000000089
97170121001414141100000000000076
81890113001414121110000000000074
77870112501414141100000000000073